{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ***Introduction to Radar Using Python and MATLAB***\n",
    "## Andy Harrison - Copyright (C) 2019 Artech House\n",
    "<br/>\n",
    "\n",
    "# Kalman Filter with Constant Velocity\n",
    "***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Section 9.1.3.2 presents the multivariate Kalman filter, with a general framework given in Figure 9.11.  This example illustrates Kalman filtering with a constant velocity model.\n",
    "***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Begin by setting the library path"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import lib_path"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Set the start time (s), end time (s) and time step (s)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "start = 0.0\n",
    "\n",
    "end = 20.0\n",
    "\n",
    "step = 0.1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Calculate the number of updates and create the time array with the `linspace` routine from `scipy`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from numpy import linspace\n",
    "\n",
    "number_of_updates = round( (end - start) / step) + 1\n",
    "\n",
    "t, dt = linspace(start, end, number_of_updates, retstep=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Set the initial position (m)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "px = 7.0\n",
    "\n",
    "py = 11.0\n",
    "\n",
    "pz = 21.0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Set the initial velocity (m/s)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "vx = 10.0\n",
    "\n",
    "vy = 20.0\n",
    "\n",
    "vz = 15.0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Set the measurement noise (m^2) and process variance ( m^2, (m/s)^2, (m/s/s)^2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "measurement_noise_variance = 10.0\n",
    "\n",
    "process_noise_variance = 1e-6"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create the target trajectory"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "from numpy import zeros\n",
    "\n",
    "x_true = zeros([6, number_of_updates])\n",
    "\n",
    "\n",
    "x = px + vx * t\n",
    "\n",
    "y = py + vy * t\n",
    "\n",
    "z = pz + vz * t\n",
    "\n",
    "\n",
    "\n",
    "x_true[0] = x\n",
    "\n",
    "x_true[1] = vx\n",
    "\n",
    "\n",
    "\n",
    "x_true[2] = y\n",
    "\n",
    "x_true[3] = vy\n",
    "\n",
    "\n",
    "\n",
    "x_true[4] = z\n",
    "\n",
    "x_true[5] = vz\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Generate the measurement noise using the `random` routines from `scipy`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "from numpy import random, sqrt\n",
    "\n",
    "v = sqrt(measurement_noise_variance) * (random.rand(number_of_updates) - 0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Initialize state and input control vector"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "from numpy import zeros_like\n",
    "\n",
    "x = zeros(6)\n",
    "\n",
    "u = zeros_like(x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Initialize the covariance and control matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "from numpy import eye\n",
    "\n",
    "P = 1.0e3 * eye(6)\n",
    "\n",
    "B = zeros_like(P)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Initialize measurement and process noise variance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "R = measurement_noise_variance * eye(3)\n",
    "\n",
    "Q = process_noise_variance * eye(6)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "State transition matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "A = eye(6)\n",
    "\n",
    "A[0, 1] = dt\n",
    "\n",
    "A[2, 3] = dt\n",
    "\n",
    "A[4, 5] = dt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Measurement transition matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "H = zeros([3, 6])\n",
    "\n",
    "H[0, 0] = 1\n",
    "\n",
    "H[1, 2] = 1\n",
    "\n",
    "H[2, 4] = 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Initialize the Kalman filter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "from Libs.tracking import kalman\n",
    "\n",
    "kf = kalman.Kalman(x, u, P, A, B, Q, H, R)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Generate the measurements"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "from numpy import matmul\n",
    "\n",
    "z = [matmul(H, x_true[:, i]) + v[i] for i in range(number_of_updates)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Update the filter for each measurement"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "kf.filter(z)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Display the results of the constant acceleration Kalman filter using the `matplotlib` routines"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "\n",
    "\n",
    "# Set the figure size\n",
    "\n",
    "plt.rcParams[\"figure.figsize\"] = (15, 10)\n",
    "\n",
    "\n",
    "\n",
    "# Position - X\n",
    "\n",
    "plt.figure()\n",
    "\n",
    "plt.plot(t, x_true[0, :], '', label='True')\n",
    "\n",
    "plt.plot(t, [z[0] for z in z], ':', label='Measurement')\n",
    "\n",
    "plt.plot(t, [x[0] for x in kf.state], '--', label='Filtered')\n",
    "\n",
    "plt.ylabel('Position - X (m)', size=12)\n",
    "\n",
    "plt.legend(loc='best', prop={'size': 10})\n",
    "\n",
    "# Set the plot title and labels\n",
    "\n",
    "plt.title('Kalman Filter', size=14)\n",
    "\n",
    "plt.xlabel('Time (s)', size=12)\n",
    "\n",
    "\n",
    "# Set the tick label size\n",
    "\n",
    "plt.tick_params(labelsize=12)\n",
    "\n",
    "\n",
    "# Turn on the grid\n",
    "\n",
    "plt.grid(linestyle=':', linewidth=0.5)\n",
    "\n",
    "\n",
    "\n",
    "# Position - Y\n",
    "\n",
    "plt.figure()\n",
    "\n",
    "plt.plot(t, x_true[2, :], '', label='True')\n",
    "\n",
    "plt.plot(t, [z[1] for z in z], ':', label='Measurement')\n",
    "\n",
    "plt.plot(t, [x[2] for x in kf.state], '--', label='Filtered')\n",
    "\n",
    "plt.ylabel('Position - Y (m)', size=12)\n",
    "\n",
    "plt.legend(loc='best', prop={'size': 10})\n",
    "\n",
    "# Set the plot title and labels\n",
    "\n",
    "plt.title('Kalman Filter', size=14)\n",
    "\n",
    "plt.xlabel('Time (s)', size=12)\n",
    "\n",
    "\n",
    "# Set the tick label size\n",
    "\n",
    "plt.tick_params(labelsize=12)\n",
    "\n",
    "\n",
    "# Turn on the grid\n",
    "\n",
    "plt.grid(linestyle=':', linewidth=0.5)\n",
    "\n",
    "\n",
    "\n",
    "# Position - Z\n",
    "\n",
    "plt.figure()\n",
    "\n",
    "plt.plot(t, x_true[4, :], '', label='True')\n",
    "\n",
    "plt.plot(t, [z[2] for z in z], ':', label='Measurement')\n",
    "\n",
    "plt.plot(t, [x[4] for x in kf.state], '--', label='Filtered')\n",
    "\n",
    "plt.ylabel('Position - Z (m)', size=12)\n",
    "\n",
    "plt.legend(loc='best', prop={'size': 10})\n",
    "\n",
    "# Set the plot title and labels\n",
    "\n",
    "plt.title('Kalman Filter', size=14)\n",
    "\n",
    "plt.xlabel('Time (s)', size=12)\n",
    "\n",
    "\n",
    "# Set the tick label size\n",
    "\n",
    "plt.tick_params(labelsize=12)\n",
    "\n",
    "\n",
    "# Turn on the grid\n",
    "\n",
    "plt.grid(linestyle=':', linewidth=0.5)\n",
    "\n",
    "\n",
    "\n",
    "# Velocity - X\n",
    "\n",
    "plt.figure()\n",
    "\n",
    "plt.plot(t, x_true[1, :], '', label='True')\n",
    "\n",
    "plt.plot(t, [x[1] for x in kf.state], '--', label='Filtered')\n",
    "\n",
    "plt.ylabel('Velocity - X (m/s)', size=12)\n",
    "\n",
    "plt.legend(loc='best', prop={'size': 10})\n",
    "\n",
    "# Set the plot title and labels\n",
    "\n",
    "plt.title('Kalman Filter', size=14)\n",
    "\n",
    "plt.xlabel('Time (s)', size=12)\n",
    "\n",
    "\n",
    "# Set the tick label size\n",
    "\n",
    "plt.tick_params(labelsize=12)\n",
    "\n",
    "\n",
    "# Turn on the grid\n",
    "\n",
    "plt.grid(linestyle=':', linewidth=0.5)\n",
    "\n",
    "\n",
    "\n",
    "# Velocity - Y\n",
    "\n",
    "plt.figure()\n",
    "\n",
    "plt.plot(t, x_true[3, :], '', label='True')\n",
    "\n",
    "plt.plot(t, [x[3] for x in kf.state], '--', label='Filtered')\n",
    "\n",
    "plt.ylabel('Velocity - Y (m/s)', size=12)\n",
    "\n",
    "plt.legend(loc='best', prop={'size': 10})\n",
    "\n",
    "# Set the plot title and labels\n",
    "\n",
    "plt.title('Kalman Filter', size=14)\n",
    "\n",
    "plt.xlabel('Time (s)', size=12)\n",
    "\n",
    "\n",
    "# Set the tick label size\n",
    "\n",
    "plt.tick_params(labelsize=12)\n",
    "\n",
    "\n",
    "# Turn on the grid\n",
    "\n",
    "plt.grid(linestyle=':', linewidth=0.5)\n",
    "\n",
    "\n",
    "\n",
    "# Velocity - Z\n",
    "\n",
    "plt.figure()\n",
    "\n",
    "plt.plot(t, x_true[5, :], '', label='True')\n",
    "\n",
    "plt.plot(t, [x[5] for x in kf.state], '--', label='Filtered')\n",
    "\n",
    "plt.ylabel('Velocity - Z (m/s)', size=12)\n",
    "\n",
    "plt.legend(loc='best', prop={'size': 10})\n",
    "\n",
    "# Set the plot title and labels\n",
    "\n",
    "plt.title('Kalman Filter', size=14)\n",
    "\n",
    "plt.xlabel('Time (s)', size=12)\n",
    "\n",
    "\n",
    "# Set the tick label size\n",
    "\n",
    "plt.tick_params(labelsize=12)\n",
    "\n",
    "\n",
    "# Turn on the grid\n",
    "\n",
    "plt.grid(linestyle=':', linewidth=0.5)\n",
    "\n",
    "\n",
    "\n",
    "# Residual\n",
    "\n",
    "plt.figure()\n",
    "\n",
    "plt.plot(t, kf.residual, '')\n",
    "\n",
    "plt.ylabel('Residual (m)', size=12)\n",
    "\n",
    "\n",
    "\n",
    "# Set the plot title and labels\n",
    "\n",
    "plt.title('Kalman Filter', size=14)\n",
    "\n",
    "plt.xlabel('Time (s)', size=12)\n",
    "\n",
    "\n",
    "# Set the tick label size\n",
    "\n",
    "plt.tick_params(labelsize=12)\n",
    "\n",
    "\n",
    "# Turn on the grid\n",
    "\n",
    "plt.grid(linestyle=':', linewidth=0.5)"
   ]
  }
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